{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Content provided under a Creative Commons Attribution license, CC-BY 4.0; code under BSD 3-Clause license (c)2014 Lorena A. Barba, Olivier Mesnard. Thanks: NSF for support via CAREER award #1149784."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Source Sheet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A source sheet is an infinite row of sources along one line. You have already created a vortex sheet by placing a [row of vortices](05_Lesson05_InfiniteRowOfVortices.ipynb) on one line, so you are ready for this.\n",
    "\n",
    "Make sure that you have studied [*AeroPython* Lesson 7](07_Lesson07_methodOfImages.ipynb), on the Method of Images and the use of classes in Python. From now on, classes will feature prominently!\n",
    "\n",
    "We start by importing our libraries and creating the grid of points, as we've done so many times before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy\n",
    "import math\n",
    "from matplotlib import pyplot\n",
    "# embed the figures into the notebook\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 100                               # Number of points in each direction\n",
    "x_start, x_end = -1.0, 1.0            # x-direction boundaries\n",
    "y_start, y_end = -1.5, 1.5            # y-direction boundaries\n",
    "x = numpy.linspace(x_start, x_end, N)    # computes a 1D-array for x\n",
    "y = numpy.linspace(y_start, y_end, N)    # computes a 1D-array for y\n",
    "X, Y = numpy.meshgrid(x, y)              # generates a mesh grid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will include a uniform flow of magnitude $U_\\infty = 1$ parallel to the horizontal axis. The arrays `u_freestream` and `v_freestream` contain the velocity components of the free stream. Let's fill these up:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "u_inf = 1.0     # free-stream speed\n",
    "\n",
    "# calculate the free-stream velocity components\n",
    "u_freestream = u_inf * numpy.ones((N, N), dtype=float)\n",
    "v_freestream = numpy.zeros((N, N), dtype=float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finite number of sources along a line"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We consider first a finite number of sources arranged along a vertical line, normal to the freestream. The streamlines will come out of each source and be deflected by the streamlines coming from the freestream.\n",
    "\n",
    "From a computational point of view, the finite number of sources can be represented by a 1D-array containing objects, each one having been created by the class `Source`. This class will need as attributes the strength of a source, `strength`, and its location at (`x`,`y`). Its methods will compute the velocity components and stream function on a given mesh grid (`X`,`Y`), and of course, its *constructor*: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Source:\n",
    "    \"\"\"\n",
    "    Contains information related to a source/sink.\n",
    "    \"\"\"\n",
    "    def __init__(self, strength, x, y):\n",
    "        \"\"\"\n",
    "        Sets the location and strength of the singularity.\n",
    "        \n",
    "        Parameters\n",
    "        ----------\n",
    "        strength: float\n",
    "            Strength of the source/sink.\n",
    "        x: float\n",
    "            x-coordinate of the source/sink.\n",
    "        y: float\n",
    "            y-coordinate of the source/sink.\n",
    "        \"\"\"\n",
    "        self.strength = strength\n",
    "        self.x, self.y = x, y\n",
    "\n",
    "    def velocity(self, X, Y):\n",
    "        \"\"\"\n",
    "        Computes the velocity field generated by the source/sink.\n",
    "        \n",
    "        Parameters\n",
    "        ----------\n",
    "        X: 2D Numpy array of floats\n",
    "            x-coordinate of the mesh points.\n",
    "        Y: 2D Numpy array of floats\n",
    "            y-coordinate of the mesh points.\n",
    "        \n",
    "        Returns\n",
    "        -------\n",
    "        u: 2D Numpy array of floats\n",
    "            x-component of the velocity field generated by the source.\n",
    "        v: 2D Numpy array of floats\n",
    "            y-component of the velocity field generated by the source.\n",
    "        \"\"\"\n",
    "        u = (self.strength / (2 * math.pi) *\n",
    "             (X - self.x) / ((X - self.x)**2 + (Y - self.y)**2))\n",
    "        v = (self.strength / (2 * math.pi) *\n",
    "             (Y - self.y) / ((X - self.x)**2 + (Y - self.y)**2))\n",
    "        return u, v\n",
    "\n",
    "    def stream_function(self, X, Y):\n",
    "        \"\"\"\n",
    "        Computes the stream-function generated by the source/sink.\n",
    "        \n",
    "        Parameters\n",
    "        ----------\n",
    "        X: 2D Numpy array of floats\n",
    "            x-coordinate of the mesh points.\n",
    "        Y: 2D Numpy array of floats\n",
    "            y-coordinate of the mesh points.\n",
    "        \n",
    "        Returns\n",
    "        -------\n",
    "        psi: 2D Numpy array of floats\n",
    "            Streamfunction generated by the source.\n",
    "        \"\"\"\n",
    "        psi = (self.strength / (2 * math.pi) *\n",
    "               numpy.arctan2((Y - self.y), (X - self.x)))\n",
    "        return psi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now you'll really see how useful classes are! We will use our class `Source` to create as many sources as we want to place on a source sheet. Pick a number, `N_sources`, and call the class constructor that many times, moving along the $y$ axis for the location of the sources. Then call the function to calculate the velocity of each source."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_sources = 11                                # number of sources\n",
    "strength = 5.0                                # sum of all source strengths\n",
    "strength_source = strength / N_sources        # strength of one source\n",
    "x_source = numpy.zeros(N_sources, dtype=float)   # horizontal position of all sources (1D array)\n",
    "y_source = numpy.linspace(-1.0, 1.0, N_sources)  # vertical position of all sources (1D array)\n",
    "\n",
    "# create a source line (Numpy array of Source objects)\n",
    "sources = numpy.empty(N_sources, dtype=object)\n",
    "for i in range(N_sources):\n",
    "    sources[i] = Source(strength_source, x_source[i], y_source[i])\n",
    "\n",
    "# superposition of all sources to the free-stream flow\n",
    "u = u_freestream.copy()\n",
    "v = v_freestream.copy()\n",
    "for source in sources:\n",
    "    us, vs = source.velocity(X, Y)\n",
    "    u += us\n",
    "    v += vs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that the variable `sources` is a NumPy array, that is, a collection of items of the same type. What type? You're probably used to arrays of numbers, but we can also have arrays of objects of any type created by a class (in this case, of type `Source`).\n",
    "\n",
    "We are creating an empty NumPy array called `sources`, and telling Python that its items will be some object that is not a built-in data type, like `int` or `float` for integers or floating-point real numbers. The number of items contained in the array will be `N_sources`.\n",
    "\n",
    "In the first loop, we fill the `sources` array, calling the `Source`-class *constructor* for each item. We also go ahead and compute the velocity of each source (using the method `velocity()` of each source). In the second loop—after creating the velocity arrays `u` and `v` by copying the free-stream velocity components—, we're applying the principle of superposition by computing the velocity field generated by each source and adding it to velocity arrays `u` and `v`.\n",
    "\n",
    "The final flow pattern corresponds to the superposition of a uniform flow and `N_sources` identical sources of strength `strength_source` equally spaced along a vertical line normal to the uniform flow. In our plot, we'll mark the location of the sources with red points and also define a filled contour of velocity magnitude to visualize the location of the stagnation point, defined by $u=0$ and $v=0$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the streamlines\n",
    "width = 4\n",
    "height = (y_end - y_start) / (x_end - x_start) * width\n",
    "pyplot.figure(figsize=(width, height))\n",
    "pyplot.grid()\n",
    "pyplot.xlabel('x', fontsize=16)\n",
    "pyplot.ylabel('y', fontsize=16)\n",
    "pyplot.streamplot(X, Y, u, v,\n",
    "                  density=2, linewidth=1, arrowsize=1, arrowstyle='->')\n",
    "# plot the sources\n",
    "pyplot.scatter(x_source, y_source,\n",
    "               color='#CD2305', s=80, marker='o')\n",
    "# compute the velocity magniture and indices of the stagnation point\n",
    "# note: the stagnation point is approximated as the point with the smallest velocity magnitude\n",
    "magnitude = numpy.sqrt(u**2 + v**2)\n",
    "j_stagn, i_stagn = numpy.unravel_index(magnitude.argmin(), magnitude.shape)\n",
    "# plot the stagnation point\n",
    "pyplot.scatter(x[i_stagn], y[j_stagn],\n",
    "               color='black', s=40, marker='D')\n",
    "pyplot.xlim(x_start, x_end)\n",
    "pyplot.ylim(y_start, y_end);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now try to change the total strength of the sources. What is the minimal total source strength so that the dividing streamline ($\\psi = 0$) encloses all the singularities?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Infinite line of sources"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By definition, a *source sheet* is an infinite collection of side-by-side sources of infinitesimal equal strength distributed along a given path.\n",
    "\n",
    "Consider $s$ to be the running coordinate along the sheet: we define $\\sigma = \\sigma(s)$ as the strength per unit length.\n",
    "\n",
    "Recall that the strength of a single source represents the volume flow rate per unit depth (i.e., per unit length in the $z$-direction).\n",
    "Therefore, $\\sigma$ represents the volume flow rate per unit depth and per unit length (in the $s$-direction). Thus, $\\sigma ds$ is the strength of an infinitesimal portion $ds$ of the source sheet. This infinitesimal portion is so small that it can be treated as a distinct source of strength $\\sigma ds$.\n",
    "\n",
    "Following this, the stream-function at point $\\left(r,\\theta\\right)$ of this infinitesimal portion is\n",
    "\n",
    "$$d\\psi\\left(r,\\theta\\right) = \\frac{\\sigma ds}{2\\pi} \\theta$$\n",
    "\n",
    "Integrating along $s$, we find the stream-function of the entire source sheet:\n",
    "\n",
    "$$\\psi\\left(r,\\theta\\right) = \\frac{\\sigma}{2\\pi}\\int_{\\text{sheet}}\\theta\\left(s\\right)ds$$\n",
    "\n",
    "In the previous section, we considered a vertical finite distribution of sources. Similarly, the stream function of a vertical source sheet at $x=0$ between $y_{\\text{min}}$ and $y_{\\text{max}}$ in Cartesian coordinates is\n",
    "\n",
    "$$\\psi\\left(x,y\\right) = \\frac{\\sigma}{2\\pi}\\int_{y_{\\text{min}}}^{y_{\\text{max}}} \\tan^{-1}\\left(\\frac{y-\\xi}{x}\\right)d\\xi$$\n",
    "\n",
    "And the velocity components are\n",
    "\n",
    "$$u\\left(x,y\\right) = \\frac{\\sigma}{2\\pi} \\int_{y_{\\text{min}}}^{y_{\\text{max}}} \\frac{x}{x^2+\\left(y-\\xi\\right)^2}d\\xi$$\n",
    "\n",
    "$$v\\left(x,y\\right) = \\frac{\\sigma}{2\\pi} \\int_{y_{\\text{min}}}^{y_{\\text{max}}} \\frac{y-\\xi}{x^2+\\left(y-\\xi\\right)^2}d\\xi$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using SciPy\n",
    "\n",
    "We need to calculate the two integrals above to obtain the velocities. Bummer, you say. Calculating integrals is so passé. Don't worry! We have SciPy: a powerful collection of mathematical algorithms and functions. It includes the module [`integrate`](http://docs.scipy.org/doc/scipy/reference/tutorial/integrate.html), a fundamental set of functions for scientific computing including basic integration, quadrature rules and numerical integrators for ordinary differential equations. How helpful is that?\n",
    "\n",
    "Let's import the module we need from SciPy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import integrate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are going to use the function [`quad(func,a,b)`](http://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.quad.html#scipy.integrate.quad) of the module `integrate` to compute the definite integral of a function of one variable between two limits:\n",
    "\n",
    "$$I=\\int_a^b f(x)\\ {\\rm d}x$$\n",
    "\n",
    "The first argument to the function `quad` needs to be a Python function ... you already know how to create a Python function using a `def` statement, but you'll learn a new way to create Python functions: the `lambda` statement. Why do I need two ways to define functions, you may ask? The answer is rather subtle, and the subject of full blog posts! (See below)\n",
    "\n",
    "In short, a function created with a `lambda` statement is a single expression that returns a value (but without a `return` statement!). It is often called an *anonymous function*, because we don't need to give it a name."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see how we use a `lambda` statement to integrate a mathematical function. Suppose we want to integrate the function $f:x\\rightarrow x^2$ from $0$ to $1$. You can manually do this one, right? It gives the value $\\frac{1}{3}$. \n",
    "\n",
    "To use the function `quad()`, we give it as first parameter the expression `lambda x : x**2`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0.33333333333333337, 3.700743415417189e-15)\n"
     ]
    }
   ],
   "source": [
    "print(integrate.quad(lambda x: x**2, 0.0, 1.0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You see, here we used the `lambda` statement to pass a function argument to `quad()`, without going through a function definition (in this sense, we talk of *anonymous* Python functions).\n",
    "\n",
    "Note that the function `quad()` returns a list: the first element is the result of the integral, and the second element is an estimate of the error. If you just want the value of the definite integral, you need to specify the index `[0]`, for the first element of the list!\n",
    "\n",
    "Note that the lambda function can accept several arguments:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1.0, 1.1102230246251565e-14)\n",
      "(2.0, 2.220446049250313e-14)\n"
     ]
    }
   ],
   "source": [
    "a = 3.0\n",
    "print(integrate.quad(lambda x, a: a * x**2, 0.0, 1.0, args=a))\n",
    "b = 2.0\n",
    "print(integrate.quad(lambda x, a, b: a * b * x**2, 0.0, 1.0, args=(a, b)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are ready to use this for our velocity calculations of the source sheet.\n",
    "\n",
    "One last thing! The result of the integral, obtained with the function `quad()` is a float, so we would have to loop over our domain to compute the integral at each discrete point; this can become expensive as we refine our domain...\n",
    "Unless we use [`numpy.vectorize()`](https://docs.scipy.org/doc/numpy/reference/generated/numpy.vectorize.html) that will allow us to create a vectorized function that takes Numpy arrays as inputs and returns a Numpy array!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "sigma = 2.5    # strength of the source-sheet\n",
    "\n",
    "# boundaries of the source-sheet\n",
    "y_min, y_max = -1.0, 1.0\n",
    "\n",
    "# create the anonymous functions\n",
    "integrand_u = lambda s, x, y: x / (x**2 + (y - s)**2)\n",
    "integrand_v = lambda s, x, y: (y - s) / (x**2 + (y - s)**2)\n",
    "\n",
    "# create a dummy function to vectorize\n",
    "def integration(x, y, integrand):\n",
    "    return integrate.quad(integrand, y_min, y_max, args=(x, y))[0]\n",
    "\n",
    "vec_integration = numpy.vectorize(integration)\n",
    "\n",
    "# compute the velocity field generated by the source-sheet\n",
    "u_sheet = sigma / (2.0 * numpy.pi) * vec_integration(X, Y, integrand_u)\n",
    "v_sheet = sigma / (2.0 * numpy.pi) * vec_integration(X, Y, integrand_v)\n",
    "\n",
    "# superposition of the source-sheet to the uniform flow\n",
    "u = u_freestream + u_sheet\n",
    "v = v_freestream + v_sheet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now visualize the streamlines (blue) on the mesh grid. We draw a red line to show the source sheet and a filled contour to visualize the location of the stagnation point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the streamlines\n",
    "width = 4\n",
    "height = (y_end - y_start) / (x_end - x_start) * width\n",
    "pyplot.figure(figsize=(width, height))\n",
    "pyplot.grid()\n",
    "pyplot.xlabel('x', fontsize=16)\n",
    "pyplot.ylabel('y', fontsize=16)\n",
    "pyplot.streamplot(X, Y, u, v,\n",
    "                  density=2, linewidth=1, arrowsize=1, arrowstyle='->')\n",
    "# plot the source sheet\n",
    "pyplot.axvline(0.0,\n",
    "               (y_min - y_start) / (y_end - y_start),\n",
    "               (y_max - y_start) / (y_end - y_start),\n",
    "               color='#CD2305', linewidth=4)\n",
    "# compute the velocity magniture and indices of the stagnation point\n",
    "# note: stagnation point approximated as point with smallest velocity magnitude\n",
    "magnitude = numpy.sqrt(u**2 + v**2)\n",
    "j_stagn, i_stagn = numpy.unravel_index(magnitude.argmin(), magnitude.shape)\n",
    "# plot the stagnation point\n",
    "pyplot.scatter(x[i_stagn], y[j_stagn],\n",
    "               color='black', s=40, marker='D')\n",
    "pyplot.xlim(x_start, x_end)\n",
    "pyplot.ylim(y_start, y_end);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We said that the strength $\\sigma$ represents a volume flow rate emanating from the source sheet. If you play with this parameter, you will see that the stagnation point comes closer and closer to the source sheet with decreasing strength.\n",
    "\n",
    "If we wanted to use multiple source sheets to represents the streamlines around a given body shape, we need to make each source sheet part of the dividing streamline. The question will be *What is the source strength to make this happen?*\n",
    "\n",
    "The volume flow rate on just the left side of the sheet is $\\frac{\\sigma}{2}$, flowing in the opposite direction of the freestream velocity $U_\\infty$.\n",
    "Therefore, the flow-tangency boundary condition required is $\\frac{\\sigma}{2} = U_\\infty$.\n",
    "\n",
    "Now go back to the code above an replace the `sigma` by the correct value. *Where is the stagnation point? Where is the dividing streamline?*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Learn more"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `lambda` statement can be especially confusing when you are starting out with Python. Here are a couple of places to dig deeper: \n",
    "\n",
    "* an interesting blog post that treats the subtleties of lambdas: [Yet Another Lambda Tutorial](http://pythonconquerstheuniverse.wordpress.com/2011/08/29/lambda_tutorial/) at the \"Python Conquers the Universe\" blog (29 August 2011)\n",
    "* the chapter on [\"Anonymous functions: lambda\"](https://www.inkling.com/read/learning-python-mark-lutz-4th/chapter-19/anonymous-functions-lambda) of the *Learning Python* book by Mark Lutz."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Please ignore the cell below. It just loads our style for the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<link href='http://fonts.googleapis.com/css?family=Fenix' rel='stylesheet' type='text/css'>\n",
       "<link href='http://fonts.googleapis.com/css?family=Alegreya+Sans:100,300,400,500,700,800,900,100italic,300italic,400italic,500italic,700italic,800italic,900italic' rel='stylesheet' type='text/css'>\n",
       "<link href='http://fonts.googleapis.com/css?family=Source+Code+Pro:300,400' rel='stylesheet' type='text/css'>\n",
       "<style>\n",
       "\n",
       "@font-face {\n",
       "    font-family: \"Computer Modern\";\n",
       "    src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n",
       "}\n",
       "\n",
       "\n",
       "#notebook_panel { /* main background */\n",
       "    background: rgb(245,245,245);\n",
       "}\n",
       "\n",
       "div.cell { /* set cell width */\n",
       "    width: 750px;\n",
       "}\n",
       "\n",
       "div #notebook { /* centre the content */\n",
       "    background: #fff; /* white background for content */\n",
       "    width: 1000px;\n",
       "    margin: auto;\n",
       "    padding-left: 0em;\n",
       "}\n",
       "\n",
       "#notebook li { /* More space between bullet points */\n",
       "margin-top:0.8em;\n",
       "}\n",
       "\n",
       "/* draw border around running cells */\n",
       "div.cell.border-box-sizing.code_cell.running { \n",
       "    border: 1px solid #111;\n",
       "}\n",
       "\n",
       "/* Put a solid color box around each cell and its output, visually linking them*/\n",
       "div.cell.code_cell {\n",
       "    background-color: rgb(256,256,256); \n",
       "    border-radius: 0px; \n",
       "    padding: 0.5em;\n",
       "    margin-left:1em;\n",
       "    margin-top: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "div.text_cell_render{\n",
       "    font-family: 'Alegreya Sans' sans-serif;\n",
       "    line-height: 140%;\n",
       "    font-size: 125%;\n",
       "    font-weight: 400;\n",
       "    width:600px;\n",
       "    margin-left:auto;\n",
       "    margin-right:auto;\n",
       "}\n",
       "\n",
       "/* Formatting for header cells */\n",
       ".text_cell_render h1 {\n",
       "    font-family: 'Alegreya Sans', sans-serif;\n",
       "    font-style:regular;\n",
       "    font-weight: 200;    \n",
       "    font-size: 50pt;\n",
       "    line-height: 100%;\n",
       "    color:#CD2305;\n",
       "    margin-bottom: 0.5em;\n",
       "    margin-top: 0.5em;\n",
       "    display: block;\n",
       "}\n",
       "\n",
       ".text_cell_render h2 {\n",
       "    font-family: 'Fenix', serif;\n",
       "    font-size: 22pt;\n",
       "    line-height: 100%;\n",
       "    margin-bottom: 0.1em;\n",
       "    margin-top: 0.3em;\n",
       "    display: block;\n",
       "}\n",
       "\n",
       ".text_cell_render h3 {\n",
       "    font-family: 'Fenix', serif;\n",
       "    margin-top:12px;\n",
       "    font-size: 16pt;\n",
       "    margin-bottom: 3px;\n",
       "    font-style: regular;\n",
       "}\n",
       "\n",
       ".text_cell_render h4 {    /*Use this for captions*/\n",
       "    font-family: 'Fenix', serif;\n",
       "    font-size: 2pt;\n",
       "    text-align: center;\n",
       "    margin-top: 0em;\n",
       "    margin-bottom: 2em;\n",
       "    font-style: regular;\n",
       "}\n",
       "\n",
       ".text_cell_render h5 {  /*Use this for small titles*/\n",
       "    font-family: 'Alegreya Sans', sans-serif;\n",
       "    font-weight: 300;\n",
       "    font-size: 16pt;\n",
       "    color: #CD2305;\n",
       "    font-style: italic;\n",
       "    margin-bottom: .5em;\n",
       "    margin-top: 0.5em;\n",
       "    display: block;\n",
       "}\n",
       "\n",
       ".text_cell_render h6 { /*use this for copyright note*/\n",
       "    font-family: 'Source Code Pro', sans-serif;\n",
       "    font-weight: 300;\n",
       "    font-size: 9pt;\n",
       "    line-height: 100%;\n",
       "    color: grey;\n",
       "    margin-bottom: 1px;\n",
       "    margin-top: 1px;\n",
       "}\n",
       "\n",
       ".CodeMirror{\n",
       "        font-family: \"Source Code Pro\";\n",
       "        font-size: 90%;\n",
       "}\n",
       "\n",
       ".warning{\n",
       "    color: rgb( 240, 20, 20 )\n",
       "    }\n",
       "</style>\n",
       "\n",
       "<script>\n",
       "    MathJax.Hub.Config({\n",
       "                        TeX: {\n",
       "                           extensions: [\"AMSmath.js\"], \n",
       "                           equationNumbers: { autoNumber: \"AMS\", useLabelIds: true}\n",
       "                           },\n",
       "                        tex2jax: {\n",
       "                            inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ],\n",
       "                            displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ]\n",
       "                            },\n",
       "                        displayAlign: 'center', // Change this to 'center' to center equations.\n",
       "                        \"HTML-CSS\": {\n",
       "                            styles: {'.MathJax_Display': {\"margin\": 4}}\n",
       "                            }\n",
       "                        });\n",
       "    MathJax.Hub.Queue(\n",
       "                      [\"resetEquationNumbers\", MathJax.InputJax.TeX],\n",
       "                      [\"PreProcess\", MathJax.Hub],\n",
       "                      [\"Reprocess\", MathJax.Hub]\n",
       "                     );\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.core.display import HTML\n",
    "def css_styling(filepath):\n",
    "    styles = open(filepath, 'r').read()\n",
    "    return HTML(styles)\n",
    "css_styling('../styles/custom.css')"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
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 },
 "nbformat": 4,
 "nbformat_minor": 1
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